Digital phenotyping from wearables using AI characterizes psychiatric disorders and identifies genetic associations
JJ Liu, B Borsari, Y Li, SX Liu, Y Gao, X Xin, S Lou, M Jensen, D Garrido-Martin, TL Verplaetse, G Ash, J Zhang, MJ Girgenti, W Roberts, M Gerstein (2024). Cell.

Establishing a Global Standard for Wearable Devices in Sport and Exercise Medicine: Perspectives from Academic and Industry Stakeholders.
GI Ash, M Stults-Kolehmainen, MA Busa, AE Gaffey, K Angeloudis, B Muniz-Pardos, R Gregory, RA Huggins, NS Redeker, SA Weinzimer, LA Grieco, K Lyden, E Megally, I Vogiatzis, L Scher, X Zhu, JS Baker, C Brandt, MS Businelle, LM Fucito, S Griggs, R Jarrin, BJ Mortazavi, T Prioleau, W Roberts, EK Spanakis, LM Nally, A Debruyne, N Bachl, F Pigozzi, F Halabchi, DA Ramagole, DC Janse van Rensburg, B Wolfarth, C Fossati, S Rozenstoka, K Tanisawa, M Borjesson, JA Casajus, A Gonzalez-Aguero, I Zelenkova, J Swart, G Gursoy, W Meyerson, J Liu, D Greenbaum, YP Pitsiladis, MB Gerstein (2021). Sports Med 51: 2237-2250.

Bayesian structural time series for biomedical sensor data: A flexible modeling framework for evaluating interventions.
J Liu, DJ Spakowicz, GI Ash, R Hoyd, R Ahluwalia, A Zhang, S Lou, D Lee, J Zhang, C Presley, A Greene, M Stults-Kolehmainen, LM Nally, JS Baker, LM Fucito, SA Weinzimer, AV Papachristos, M Gerstein (2021). PLoS Comput Biol 17: e1009303.

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